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<p>&#x8F6C;&#x8F7D;&#x8BF7;&#x6CE8;&#x660E;&#x4F5C;&#x8005;<a href="https://github.com/ahangchen" target="_blank">&#x68A6;&#x91CC;&#x8336;</a></p>
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<p>&#x5728;&#x7814;&#x7A76;&#x4E2D;&#x9047;&#x5230;&#x8FD9;&#x6837;&#x4E00;&#x79CD;&#x9700;&#x6C42;&#xFF0C;</p>
<ul>
<li>&#x5728;Matlab&#x7AEF;&#x505A;GPU&#x8FD0;&#x7B97;&#xFF1B;</li>
<li>&#x5728;Python&#x7AEF;&#x505A;&#x6570;&#x636E;&#x6E05;&#x6D17;&#x548C;&#x6570;&#x636E;&#x5206;&#x6790;&#xFF1B;</li>
<li>&#x4E24;&#x7AEF;&#x5206;&#x5C5E;&#x4E24;&#x4E2A;&#x670D;&#x52A1;&#x5668;&#xFF1B;</li>
<li>M&#x7AEF;&#x9700;&#x8981;&#x7B49;&#x5F85;P&#x7AEF;&#x5B8C;&#x6210;&#x6570;&#x636E;&#x6E05;&#x6D17;&#x624D;&#x80FD;&#x5F00;&#x59CB;&#x505A;&#x8BAD;&#x7EC3;&#x548C;&#x9884;&#x6D4B;</li>
<li>P&#x7AEF;&#x9700;&#x8981;&#x7B49;&#x5F85;M&#x7AEF;&#x5B8C;&#x6210;&#x8BAD;&#x7EC3;&#x548C;&#x9884;&#x6D4B;&#x624D;&#x80FD;&#x505A;&#x6570;&#x636E;&#x5206;&#x6790;</li>
</ul>
<h2 id="&#x95EE;&#x9898;">&#x95EE;&#x9898;</h2>
<ul>
<li>&#x6570;&#x636E;&#x5F88;&#x591A;&#xFF0C;&#x4E0D;&#x9002;&#x5408;&#x5C06;&#x4E24;&#x7AEF;&#x5408;&#x5E76;&#x5230;&#x4E00;&#x4E2A;&#x670D;&#x52A1;&#x5668;&#x4E0A;</li>
<li>&#x5B58;&#x5728;&#x589E;&#x91CF;&#x8BAD;&#x7EC3;&#xFF0C;&#x5BF9;&#x540C;&#x4E00;&#x4EFD;&#x6570;&#x636E;&#xFF0C;&#x53EF;&#x80FD;&#x8981;&#x7ED3;&#x5408;&#x591A;&#x4EFD;&#x989D;&#x5916;&#x6570;&#x636E;&#x8FDB;&#x884C;N&#x6B21;&#x4F20;&#x8F93;</li>
<li>&#x7531;&#x4E8E;&#x91C7;&#x7528;10&#x6298;&#x4EA4;&#x53C9;&#x9A8C;&#x8BC1;&#xFF0C;&#x6570;&#x636E;&#x5212;&#x5206;&#x4E3A;10&#x4EFD;&#xFF0C;&#x603B;&#x5171;&#x8981;&#x8FDB;&#x884C;10&#xD7;N&#x6B21;&#x4F20;&#x8F93;</li>
<li>M&#x7AEF;&#x548C;P&#x7AEF;&#x90FD;&#x9700;&#x8981;&#x5404;&#x81EA;&#x8FD0;&#x884C;&#x4E00;&#x6BB5;&#x65F6;&#x95F4;&#x624D;&#x80FD;&#x51FA;&#x7ED3;&#x679C;&#xFF0C;&#x9700;&#x8981;&#x7B49;&#x5F85;&#xFF0C;&#x8BF4;&#x5FEB;&#x4E0D;&#x5FEB;&#xFF0C;&#x8BF4;&#x6162;&#x4E0D;&#x6162;</li>
</ul>
<blockquote>
<p>&#x4E0A;&#x9762;&#x7684;&#x51E0;&#x4E2A;&#x70B9;&#x4F7F;&#x5F97;&#x8BAD;&#x7EC3;&#x7684;&#x8FC7;&#x7A0B;&#x975E;&#x5E38;&#x7E41;&#x7410;&#x8017;&#x65F6;</p>
</blockquote>
<h2 id="&#x63A2;&#x7D22;">&#x63A2;&#x7D22;</h2>
<p>&#x4F5C;&#x4E3A;&#x4E0D;&#x8010;&#x5FC3;&#x800C;&#x4E14;&#x61D2;&#x7684;&#x7A0B;&#x5E8F;&#x5458;&#xFF0C;&#x8D85;&#x8FC7;15&#x79D2;&#x7684;&#x4E8B;&#x60C5;&#x5C31;&#x60F3;&#x8981;&#x81EA;&#x52A8;&#x5316;&#xFF0C;&#x4E8E;&#x662F;&#x5F00;&#x59CB;&#x60F3;&#x80FD;&#x4E0D;&#x80FD;&#x628A;&#x4E0A;&#x9762;&#x8FD9;&#x4E2A;&#x8FC7;&#x7A0B;&#x81EA;&#x52A8;&#x5316;</p>
<h3 id="&#x65B9;&#x6848;&#x4E00;-&#x7528;&#x4E00;&#x79CD;&#x8BED;&#x8A00;&#x91CD;&#x5199;&#x53E6;&#x4E00;&#x65B9;&#x7684;&#x4EE3;&#x7801;">&#x65B9;&#x6848;&#x4E00; &#x7528;&#x4E00;&#x79CD;&#x8BED;&#x8A00;&#x91CD;&#x5199;&#x53E6;&#x4E00;&#x65B9;&#x7684;&#x4EE3;&#x7801;</h3>
<ul>
<li>Python&#x7AEF;&#x903B;&#x8F91;&#x590D;&#x6742;&#xFF0C;&#x4E0E;&#x6570;&#x636E;&#x5173;&#x8054;&#x5BC6;&#x5207;&#xFF0C;&#x91CD;&#x6784;&#x4E3A;Matlab&#x4EE3;&#x7801;&#x5DE5;&#x7A0B;&#x91CF;&#x5927;&#xFF08;&#x800C;&#x4E14;&#x6211;&#x8FD8;&#x662F;&#x6BD4;&#x8F83;&#x719F;&#x6089;Python&#xFF09;</li>
<li>Matlab&#x7AEF;&#x662F;&#x67D0;&#x7BC7;&#x8BBA;&#x6587;&#x7684;&#x4EE3;&#x7801;&#xFF0C;&#x4F7F;&#x7528;&#x4E86;MatConvNet&#x8FD9;&#x4E2A;&#x5E93;&#x505A;CNN&#xFF0C;&#x7528;Python&#x5B9E;&#x73B0;&#x5DE5;&#x7A0B;&#x91CF;&#x4E5F;&#x5F88;&#x5927;&#xFF0C;&#x800C;&#x4E14;&#x56E0;&#x4E3A;&#x662F;&#x522B;&#x4EBA;&#x7684;&#x4EE3;&#x7801;&#xFF0C;&#x8FD8;&#x53EF;&#x80FD;&#x6709;&#x5F88;&#x591A;&#x672A;&#x77E5;&#x7684;&#x5751;</li>
</ul>
<h3 id="&#x65B9;&#x6848;&#x4E8C;-&#x4F7F;&#x7528;&#x7B2C;&#x4E09;&#x65B9;&#x5E93;&#x4F5C;&#x4E3A;lib&#x76F8;&#x4E92;&#x8C03;&#x7528;">&#x65B9;&#x6848;&#x4E8C; &#x4F7F;&#x7528;<a href="http://mlabwrap.sourceforge.net/" target="_blank">&#x7B2C;&#x4E09;&#x65B9;&#x5E93;</a>&#x4F5C;&#x4E3A;Lib&#x76F8;&#x4E92;&#x8C03;&#x7528;</h3>
<ul>
<li>&#x7531;&#x4E8E;Matlab&#x7AEF;&#x6D89;&#x53CA;GPU&#x8FD0;&#x7B97;&#xFF0C;&#x914D;&#x7F6E;&#x6BD4;&#x8F83;&#x590D;&#x6742;</li>
<li>&#x4F5C;&#x4E3A;&#x5E93;&#x76F8;&#x4E92;&#x8C03;&#x7528;&#x4F7F;&#x5F97;&#x4E24;&#x4E2A;&#x6A21;&#x5757;&#x7684;&#x8026;&#x5408;&#x589E;&#x52A0;&#xFF0C;&#x4E0D;&#x7B26;&#x5408;&#x89E3;&#x8026;&#x539F;&#x5219;</li>
<li>&#x9700;&#x8981;&#x7F16;&#x5199;&#x63A5;&#x53E3;&#x4EE3;&#x7801;</li>
</ul>
<h3 id="&#x65B9;&#x6848;&#x4E09;-matlab&#x548C;python&#x8FDB;&#x884C;&#x8FDB;&#x7A0B;&#x95F4;&#x901A;&#x4FE1;">&#x65B9;&#x6848;&#x4E09; Matlab&#x548C;Python&#x8FDB;&#x884C;&#x8FDB;&#x7A0B;&#x95F4;&#x901A;&#x4FE1;</h3>
<ul>
<li>&#x8FDB;&#x7A0B;&#x95F4;&#x901A;&#x4FE1;&#x8981;&#x6C42;&#x4E24;&#x8FB9;&#x5404;&#x6709;&#x4E00;&#x4E2A;&#x53EF;&#x6267;&#x884C;&#x7A0B;&#x5E8F;&#xFF0C;&#x4F46;&#x662F;Matlab&#x6253;&#x5305;&#x9EBB;&#x70E6;&#xFF08;&#x9700;&#x8981;&#x4E0B;&#x53E6;&#x4E00;&#x4E2A;&#x6536;&#x8D39;&#x7684;&#x6253;&#x5305;&#x5DE5;&#x5177;&#xFF09;&#x5177;&#x4F53;&#x770B;<a href="https://www.youtube.com/watch?v=6b_NmBEW9ak" target="_blank">&#x8FD9;&#x91CC;</a>&#xFF0C;&#x5728;GUI&#x754C;&#x9762;&#x4E2D;&#x64CD;&#x4F5C;&#x76F8;&#x5BF9;&#x65B9;&#x4FBF;&#xFF0C;&#x5E76;&#x4E14;&#x6253;&#x5305;&#x540E;&#x4E0D;&#x597D;&#x8C03;&#x8BD5;</li>
<li>&#x8FDC;&#x7A0B;&#x8FDB;&#x7A0B;&#x95F4;&#x901A;&#x4FE1;&#x6709;&#x8BB8;&#x591A;&#x65B9;&#x6848;&#x53EF;&#x4EE5;&#x9009;&#x62E9;&#xFF0C;&#x4F8B;&#x5982;socket&#xFF0C;&#x8FD9;&#x4E2A;&#x5DE5;&#x4F5C;&#x91CF;&#x6BD4;&#x4E0A;&#x9762;&#x7684;&#x65B9;&#x6848;&#x5C0F;&#xFF0C;&#x4F46;&#x4E5F;&#x9700;&#x8981;&#x989D;&#x5916;&#x7F16;&#x5199;&#x4E00;&#x90E8;&#x5206;&#x529F;&#x80FD;&#x4EE3;&#x7801;</li>
</ul>
<h3 id="&#x65B9;&#x6848;&#x56DB;-final&#x4F7F;&#x7528;matlab&#x8FDB;&#x884C;&#x6267;&#x884C;shell&#x547D;&#x4EE4;&#x8FDB;&#x884C;scp&#xFF0C;&#x4EE5;&#x6587;&#x4EF6;&#x7684;&#x65B9;&#x5F0F;&#x8FDB;&#x884C;&#x6570;&#x636E;&#x4F20;&#x8F93;">&#x65B9;&#x6848;&#x56DB; (Final)&#x4F7F;&#x7528;Matlab&#x8FDB;&#x884C;&#x6267;&#x884C;shell&#x547D;&#x4EE4;&#x8FDB;&#x884C;scp&#xFF0C;&#x4EE5;&#x6587;&#x4EF6;&#x7684;&#x65B9;&#x5F0F;&#x8FDB;&#x884C;&#x6570;&#x636E;&#x4F20;&#x8F93;</h3>
<ul>
<li>&#x6539;&#x52A8;&#x7684;&#x4EE3;&#x7801;&#x6700;&#x5C11;</li>
<li>&#x4F9D;&#x65E7;&#x662F;&#x4E24;&#x4E2A;&#x6A21;&#x5757;&#xFF0C;&#x4F9D;&#x65E7;&#x4F4E;&#x8026;&#x5408;</li>
<li>&#x901A;&#x4FE1;&#x6027;&#x80FD;&#x6CA1;&#x6709;&#x5E93;&#x8C03;&#x7528;&#x6216;&#x8005;Socket&#x90A3;&#x4E48;&#x597D;&#xFF0C;&#x4F46;&#x7A0B;&#x5E8F;&#x4E3B;&#x8981;&#x6027;&#x80FD;&#x74F6;&#x9888;&#x4E0D;&#x5728;&#x6570;&#x636E;&#x4F20;&#x8F93;&#xFF0C;&#x800C;&#x5728;&#x4E8E;&#x8BAD;&#x7EC3;&#x548C;&#x9884;&#x6D4B;&#xFF0C;&#x6240;&#x4EE5;&#x6CA1;&#x5173;&#x7CFB;</li>
<li>&#x6267;&#x884C;ssh&#x7684;&#x65F6;&#x5019;&#x53EF;&#x4EE5;&#x540C;&#x65F6;&#x6267;&#x884C;&#x53E6;&#x4E00;&#x4E2A;&#x670D;&#x52A1;&#x5668;&#x4E0A;&#x7684;&#x547D;&#x4EE4;&#xFF0C;&#x4ECE;&#x800C;&#x8C03;&#x7528;Python&#x7AEF;&#x811A;&#x672C;&#x8FDB;&#x884C;Python&#x7AEF;&#x5DE5;&#x4F5C;</li>
</ul>
<p>&#x4E0B;&#x9762;&#x5177;&#x4F53;&#x8BB2;&#x65B9;&#x6848;&#x56DB;&#x7684;&#x5B9E;&#x73B0;</p>
<h2 id="&#x5B9E;&#x73B0;">&#x5B9E;&#x73B0;</h2>
<h3 id="matlab&#x6267;&#x884C;shell&#x547D;&#x4EE4;">Matlab&#x6267;&#x884C;shell&#x547D;&#x4EE4;</h3>
<pre><code class="lang-matlab">setenv(&apos;d_name&apos;, dataset_name);
setenv(&apos;std_idx&apos;, num2str(i));
% transport raw image predict data
!env LD_LIBRARY_PATH=&apos;&apos; scp ${d_name}_train.log cwh@192.168.231.171:/home/cwh/coding/Project/data/${std_idx}-train/renew_pid.log
!env LD_LIBRARY_PATH=&apos;&apos; ssh cwh@192.168.231.171 &quot;cd /home/cwh/coding/Project; python data_analysis.py data/${std_idx}-train&quot;
</code></pre>
<p>&#x5176;&#x4E2D;</p>
<ul>
<li>&#x901A;&#x8FC7;setenv&#x6765;&#x8BBE;&#x7F6E;&#x73AF;&#x5883;&#x53D8;&#x91CF;&#xFF0C;&#x4ECE;&#x800C;&#x52A8;&#x6001;&#x51B3;&#x5B9A;&#x8981;&#x6267;&#x884C;&#x7684;&#x811A;&#x672C;&#x7684;&#x5185;&#x5BB9;</li>
<li>&#x5728;matlab&#x4EE3;&#x7801;&#x4E2D;&#xFF0C;&#x4F7F;&#x7528;<code>!</code>&#x5F00;&#x5934;&#xFF0C;&#x4EE3;&#x8868;&#x8FD9;&#x662F;&#x4E00;&#x884C;shell&#x547D;&#x4EE4;</li>
<li>&#x9700;&#x8981;&#x628A;LD_LIBRARY_PATH&#x8FD9;&#x4E2A;&#x73AF;&#x5883;&#x53D8;&#x91CF;&#x7F6E;&#x4E3A;&#x7A7A;&#xFF0C;&#x9632;&#x6B62;&#x4F7F;&#x7528;matlab&#x81EA;&#x5E26;&#x7684;&#x4E00;&#x4E9B;lib&#xFF0C;&#x5BFC;&#x81F4;ssh&#x7B49;&#x547D;&#x4EE4;&#x6267;&#x884C;&#x5931;&#x8D25;</li>
</ul>
<h3 id="ssh">SSH</h3>
<ul>
<li>Matlab&#x662F;&#x6709;&#x4E00;&#x4E2A;<a href="https://cn.mathworks.com/matlabcentral/fileexchange/27999-ssh-from-matlab--updated--+-sftp-scp" target="_blank">&#x5E93;</a>&#x53EF;&#x4EE5;&#x505A;ssh&#x548C;scp&#x7684;</li>
<li>&#x4F46;&#x662F;&#xFF0C;&#x4E0D;&#x60F3;&#x628A;&#x5BC6;&#x7801;&#x5199;&#x5728;&#x4EE3;&#x7801;&#x91CC;&#xFF0C;&#x5E76;&#x4E14;&#x61D2;&#x5F97;&#x53BB;&#x7528;&#x7B2C;&#x4E09;&#x65B9;&#x7684;&#x4E1C;&#x897F;</li>
<li>&#x4E8E;&#x662F;&#x60F3;&#x76F4;&#x63A5;&#x7528;shell&#x8C03;&#x7528;</li>
<li>shell&#x8C03;&#x7528;&#x6709;&#x4E00;&#x4E2A;&#x8001;&#x5927;&#x96BE;&#x7684;&#x95EE;&#x9898;&#xFF0C;&#x5C31;&#x662F;&#x9700;&#x8981;&#x8F93;&#x5BC6;&#x7801;</li>
<li>&#x53D7;Hadoop&#x5206;&#x5E03;&#x5F0F;&#x914D;&#x7F6E;&#x7684;&#x542F;&#x53D1;&#xFF0C;&#x53D1;&#x73B0;&#x53EF;&#x4EE5;&#x505A;ssh&#x514D;&#x5BC6;&#x7801;&#x914D;&#x7F6E;&#xFF0C;&#x907F;&#x5F00;&#x8F93;&#x5BC6;&#x7801;&#x7684;&#x95EE;&#x9898;</li>
<li>&#x514D;&#x5BC6;&#x7801;&#x5177;&#x4F53;&#x53C2;&#x8003;&#x8FD9;&#x4E2A;<a href="https://my.oschina.net/aiguozhe/blog/33994" target="_blank">&#x6559;&#x7A0B;</a></li>
<li>ssh&#x914D;&#x7F6E;&#x514D;&#x5BC6;&#x4E4B;&#x540E;&#xFF0C;scp&#x4E5F;&#x662F;&#x514D;&#x5BC6;&#x7684;&#xFF0C;&#x53E6;&#x5916;&#x8FD8;&#x6709;&#x4E00;&#x4E2A;&#x597D;&#x5904;&#xFF0C;ssh&#x53EF;&#x4EE5;&#x901A;&#x8FC7;<code>&quot;&quot;</code>&#x6765;&#x5D4C;&#x5165;ssh&#x4E4B;&#x540E;&#x8981;&#x6267;&#x884C;&#x7684;&#x4EE3;&#x7801;&#xFF0C;&#x4ECE;&#x800C;&#x505A;Python&#x8C03;&#x7528;</li>
</ul>
<h3 id="python">Python</h3>
<ul>
<li>&#x5982;&#x679C;&#x4E4B;&#x524D;Python&#x7AEF;&#x662F;&#x7528;IDE&#x5F00;&#x53D1;&#x7684;&#xFF0C;&#x8F6C;&#x4E3A;shell&#x8C03;&#x7528;&#x5C31;&#x8981;&#x6CE8;&#x610F;&#x4E24;&#x4E2A;&#x95EE;&#x9898;<ul>
<li>&#x8DEF;&#x5F84;&#xFF0C;cd&#x5230;&#x6B63;&#x786E;&#x7684;&#x76EE;&#x5F55;&#xFF0C;Python&#x7AEF;&#x7684;&#x6587;&#x4EF6;&#x64CD;&#x4F5C;&#x548C;lib import&#x7684;&#x76F8;&#x5BF9;&#x8DEF;&#x5F84;&#x662F;&#x76F8;&#x5BF9;&#x4E8E;&#x8981;&#x6267;&#x884C;&#x7684;py&#x6587;&#x4EF6;</li>
<li>&#x5E93;<pre><code class="lang-shell"># &#x52A0;&#x8F7D;&#x5BF9;&#x5E94;&#x7684;&#x5E93;
env LD_LIBRARY_PATH=&apos;/your/lib/path/sth.so&apos;
</code></pre>
</li>
<li>&#x547D;&#x4EE4;&#x884C;&#x53C2;&#x6570;&#xFF0C;&#x53C2;&#x8003;&#x8FD9;&#x4E2A;<a href="http://lingxiankong.github.io/blog/2014/01/14/command-line-parser/" target="_blank">&#x6559;&#x7A0B;</a></li>
</ul>
</li>
</ul>
<h3 id="&#x540C;&#x6B65;&#x63A7;&#x5236;">&#x540C;&#x6B65;&#x63A7;&#x5236;</h3>
<ul>
<li>&#x7531;&#x4E8E;matlab&#x8C03;&#x7528;shell&#x547D;&#x4EE4;&#x65F6;&#x4F1A;&#x9677;&#x5165;&#x7B49;&#x5F85;&#xFF0C;&#x4F1A;&#x7B49;&#x5F85;&#x547D;&#x4EE4;&#x5B8C;&#x6210;&#x518D;&#x6267;&#x884C;&#x4E0B;&#x4E00;&#x6B65;&#xFF0C;&#x4E0D;&#x50CF;socket&#x53D1;&#x5B8C;&#x6D88;&#x606F;&#x540E;&#x4E0D;&#x77E5;&#x9053;&#x4EC0;&#x4E48;&#x65F6;&#x5019;&#x53E6;&#x4E00;&#x8FB9;&#x8FD0;&#x884C;&#x7ED3;&#x675F;&#xFF0C;&#x6240;&#x4EE5;&#x4E0D;&#x9700;&#x8981;&#x81EA;&#x5DF1;&#x5B9E;&#x73B0;&#x6392;&#x961F;&#x7B49;&#x5F85;&#x540C;&#x6B65;&#x4E92;&#x65A5;&#x7684;&#x4E1C;&#x897F;</li>
<li>&#x5982;&#x679C;&#x9700;&#x8981;&#x5728;&#x7B49;&#x5F85;&#x7684;&#x65F6;&#x5019;&#x505A;&#x4E9B;&#x5E76;&#x53D1;&#xFF0C;&#x53EF;&#x4EE5;&#x8003;&#x8651;<a href="http://blog.sina.com.cn/s/blog_45eac6860100lzlk.html" target="_blank">matlab &#x5E76;&#x884C;&#x5DE5;&#x5177;&#x7BB1;</a>&#xFF0C;&#x7ED3;&#x5408;Python&#x7AEF;&#x7684;&#x5E76;&#x53D1;&#x51E0;&#x4E4E;&#x5C31;&#x662F;&#x4E00;&#x4E2A;&#x5206;&#x5E03;&#x5F0F;&#x6846;&#x67B6;&#x4E86;&#xFF0C;&#x6709;&#x7A7A;&#x518D;&#x6DF1;&#x5165;&#x53BB;&#x641E;&#x4E00;&#x641E;</li>
</ul>
<h2 id="summary">SUMMARY</h2>
<ul>
<li>matlab&#x8C03;shell</li>
<li>shell&#x4E2D;ssh&#x505A;&#x8FDC;&#x7A0B;&#x8FDB;&#x7A0B;&#x8C03;&#x7528;</li>
<li>scp&#x505A;&#x6570;&#x636E;&#x4F20;&#x8F93;</li>
<li>&#x6548;&#x679C;&#xFF1A;&#x5C3D;&#x53EF;&#x80FD;&#x8F7B;&#x91CF;&#x5730;&#x89E3;&#x51B3;&#x81EA;&#x52A8;&#x5316;&#x7684;&#x95EE;&#x9898;</li>
</ul>

                                
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